{"id":"W3028767330","doi":"10.1007/s00268-020-05607-x","title":"Bellwether Procedures for Monitoring Subnational Variation of All‐cause Perioperative Mortality in Brazil","year":2020,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Perioperative; Laparotomy; Mortality rate; General surgery; Surgery; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002937821,0.0003564739,0.0004152869,0.003525413,0.0002942572,0.0006878217,0.0007171558,0.0002206215,0.001305207],"category_scores_gemma":[0.01149493,0.0002203295,0.000878378,0.003616055,0.0002744594,0.0005038303,0.001102304,0.0003653442,0.0001935035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418542,"about_ca_system_score_gemma":0.002339586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08511931,"about_ca_topic_score_gemma":0.07534952,"domain_scores_codex":[0.9983969,0.0003830474,0.0003601092,0.0003567658,0.0003621004,0.0001410852],"domain_scores_gemma":[0.9930024,0.00120247,0.003506698,0.0005760161,0.00145879,0.0002536206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003637949,0.00001871201,0.9796179,0.0003785292,0.0001631329,0.00005740287,0.0008017882,0.0002913841,0.0003214681,0.0007026078,0.002048542,0.01556215],"study_design_scores_gemma":[0.000007452864,0.00003855263,0.9917302,0.0002511542,0.00009131941,0.0001785533,0.0009223198,0.0008311207,0.000342384,0.0002724038,0.005320213,0.00001438184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8815106,0.005874144,0.01154286,0.001574058,0.00009286972,0.0008794258,0.08428111,0.0003160957,0.01392883],"genre_scores_gemma":[0.9724388,0.001730673,0.007655463,0.0001903615,0.00002873906,0.0007937184,0.01663425,0.0000441826,0.0004837054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08511931,"threshold_uncertainty_score":0.1692477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08668366688341099,"score_gpt":0.356206746645045,"score_spread":0.269523079761634,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}